{"id":"W4389057134","doi":"10.3126/bjhs.v8i2.59853","title":"Assessment of geneXpert test for diagnosis of pediatric pulmonary tuberculosis","year":2023,"lang":"en","type":"article","venue":"Birat Journal of Health Sciences","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"GeneXpert MTB/RIF; Medicine; Pulmonary tuberculosis; Tuberculosis; Test (biology); Surgery; Pathology; Mycobacterium tuberculosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006783742,0.00009741807,0.0006893257,0.0007558159,0.0001549663,0.000006647607,0.0002580449,0.00005898127,0.00003643966],"category_scores_gemma":[0.002255234,0.00006334404,0.0002219453,0.001257501,0.0002426639,0.000121915,0.00004882448,0.0001539041,0.000002161603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007121241,"about_ca_system_score_gemma":0.001490254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001521588,"about_ca_topic_score_gemma":0.000008596402,"domain_scores_codex":[0.9972993,0.0001846619,0.001178095,0.000176932,0.0006924525,0.000468527],"domain_scores_gemma":[0.9963486,0.002109082,0.0007331695,0.0001322297,0.0003988037,0.0002781538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002770975,0.0002806973,0.9721794,0.0004526621,0.00002893612,0.000009529826,0.00006569675,0.00009091407,0.001705044,0.0000768257,0.01679432,0.008288276],"study_design_scores_gemma":[0.0005366844,0.005798269,0.9875492,0.0001503156,0.00004408737,0.00008871399,0.000505794,0.00243136,0.001145006,0.0002565181,0.001428088,0.00006595606],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964188,0.007028298,0.0001008451,0.02779612,0.0002701613,0.0003630804,0.00002597449,0.000009137532,0.0002183839],"genre_scores_gemma":[0.971246,0.0234753,0.004221553,0.0006696541,0.0003308354,0.00002590489,0.000002640941,0.000007767684,0.00002032436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02712646,"threshold_uncertainty_score":0.2699889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1181412916280891,"score_gpt":0.4595077594480154,"score_spread":0.3413664678199262,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}